Search Results for author: Binyan Jiang

Found 4 papers, 2 papers with code

Linear Discriminant Analysis with High-dimensional Mixed Variables

no code implementations14 Dec 2021 Binyan Jiang, Chenlei Leng, Cheng Wang, Zhongqing Yang, Xinyang Yu

Datasets containing both categorical and continuous variables are frequently encountered in many areas, and with the rapid development of modern measurement technologies, the dimensions of these variables can be very high.

LEMMA Vocal Bursts Intensity Prediction

Penalized Interaction Estimation for Ultrahigh Dimensional Quadratic Regression

1 code implementation22 Jan 2019 Cheng Wang, Binyan Jiang, Liping Zhu

In this article we introduce a novel method which allows us to estimate the main effects and interactions separately.

Methodology

An efficient ADMM algorithm for high dimensional precision matrix estimation via penalized quadratic loss

1 code implementation12 Nov 2018 Cheng Wang, Binyan Jiang

The estimation of high dimensional precision matrices has been a central topic in statistical learning.

Computation Methodology

A Direct Approach for Sparse Quadratic Discriminant Analysis

no code implementations1 Oct 2015 Binyan Jiang, Xiangyu Wang, Chenlei Leng

Formulated in a simple and coherent framework, DA-QDA aims to directly estimate the key quantities in the Bayes discriminant function including quadratic interactions and a linear index of the variables for classification.

General Classification

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